{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import jieba #中文分词\n",
    "from nltk import FreqDist #词频统计\n",
    "from pyecharts.charts import WordCloud #词云\n",
    "from pyecharts import options as opts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>校园霸凌介绍</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>语言欺凌是一种通过言语手段侵犯他人人格尊严的行为。这种欺凌方式包括但不限于辱骂、讥讽、嘲弄、...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>身体欺凌是指通过殴打、脚踢、掌掴、抓咬、推撞、拉扯等方式侵犯他人身体或恐吓威胁他人。这种欺凌...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>心理霸凌是一种通过语言和行为持续对其他同学施加精神或心理压力的行为，导致受害者出现不良表现。...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>财务欺凌是校园欺凌的一种形式，主要表现为抢夺、强拿硬要或者故意毁坏他人财物。这种欺凌方式通常...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>社交欺凌是一种通过恶意排斥和孤立他人来影响其参与学校活动和社会交往的行为。这种欺凌形式通常不...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>网络欺凌是一种通过互联网或其他信息传播方式进行的欺凌行为。它包括但不限于捏造事实诽谤他人、散...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>分派系结党是校园欺凌的一种形式，主要表现为孤立、杯葛或排挤受害者。这种行为通常涉及学生之间形...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>欺凌者明显地比受害者强，而欺凌是在受害者未能保护自己的情况下发生。-传播关于受害者的消极谣言...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>拳打脚踢是校园欺凌的一种表现形式。部分中学生由于缺乏法律意识，在个人利益得不到满足或受到损伤...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>性暴力是校园欺凌的一种形式，它涉及让被欺凌者在性别认同或性上感受到的生理、心理上的不舒服或痛...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>关系欺凌是一种通过排斥或孤立他人来达到心理或社交压迫的手段。这种欺凌方式通常发生在群体或组织...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>推撞是校园欺凌的一种形式。这种行为通常涉及身体接触，如故意碰撞或推搡他人，导致受害者受伤或感...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>恶意排斥和孤立他人是校园欺凌的两种主要形式。恶意排斥通常表现为对某人或某群体进行贬低、嘲笑或...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>恃强凌弱是校园欺凌的一种表现形式。这种行为通常发生在身体或心理上具有优势的学生对其他学生施加...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>言语丑化是校园欺凌的一种形式，它涉及对受害者进行贬低、侮辱或歧视的言论。这种欺凌方式通常是为...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>使用管制刀具攻击受害者是校园欺凌的一种严重形式。这种行为不仅对受害者的身体造成严重伤害，还可...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>被动欺凌者是校园欺凌中的一种特殊角色，他们通常不直接参与欺凌行为，但也不积极制止。这种状态往...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>恐吓、威迫受害者做他或她不想要做的，威胁受害者跟随命令。</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>让受害者遭遇麻烦，或令受害者招致处分。</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>中伤、讥讽、贬抑评论受害者的体貌、性取向、宗教、种族、收入水平、国籍、家人或其他。</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>敲诈：强索金钱或物品。</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>画侮辱画，写侮辱性的文字。</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>一方给另一方起侮辱性的绰号是一种常见的校园欺凌行为。这种行为通常涉及对受害者的贬低和侮辱，如...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>干涉受害者的个人财产、教科书、衣裳等，损坏，或通过他们嘲笑受害者。</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               校园霸凌介绍\n",
       "0   语言欺凌是一种通过言语手段侵犯他人人格尊严的行为。这种欺凌方式包括但不限于辱骂、讥讽、嘲弄、...\n",
       "1   身体欺凌是指通过殴打、脚踢、掌掴、抓咬、推撞、拉扯等方式侵犯他人身体或恐吓威胁他人。这种欺凌...\n",
       "2   心理霸凌是一种通过语言和行为持续对其他同学施加精神或心理压力的行为，导致受害者出现不良表现。...\n",
       "3   财务欺凌是校园欺凌的一种形式，主要表现为抢夺、强拿硬要或者故意毁坏他人财物。这种欺凌方式通常...\n",
       "4   社交欺凌是一种通过恶意排斥和孤立他人来影响其参与学校活动和社会交往的行为。这种欺凌形式通常不...\n",
       "5   网络欺凌是一种通过互联网或其他信息传播方式进行的欺凌行为。它包括但不限于捏造事实诽谤他人、散...\n",
       "6   分派系结党是校园欺凌的一种形式，主要表现为孤立、杯葛或排挤受害者。这种行为通常涉及学生之间形...\n",
       "7   欺凌者明显地比受害者强，而欺凌是在受害者未能保护自己的情况下发生。-传播关于受害者的消极谣言...\n",
       "8   拳打脚踢是校园欺凌的一种表现形式。部分中学生由于缺乏法律意识，在个人利益得不到满足或受到损伤...\n",
       "9   性暴力是校园欺凌的一种形式，它涉及让被欺凌者在性别认同或性上感受到的生理、心理上的不舒服或痛...\n",
       "10  关系欺凌是一种通过排斥或孤立他人来达到心理或社交压迫的手段。这种欺凌方式通常发生在群体或组织...\n",
       "11  推撞是校园欺凌的一种形式。这种行为通常涉及身体接触，如故意碰撞或推搡他人，导致受害者受伤或感...\n",
       "12  恶意排斥和孤立他人是校园欺凌的两种主要形式。恶意排斥通常表现为对某人或某群体进行贬低、嘲笑或...\n",
       "13  恃强凌弱是校园欺凌的一种表现形式。这种行为通常发生在身体或心理上具有优势的学生对其他学生施加...\n",
       "14  言语丑化是校园欺凌的一种形式，它涉及对受害者进行贬低、侮辱或歧视的言论。这种欺凌方式通常是为...\n",
       "15  使用管制刀具攻击受害者是校园欺凌的一种严重形式。这种行为不仅对受害者的身体造成严重伤害，还可...\n",
       "16  被动欺凌者是校园欺凌中的一种特殊角色，他们通常不直接参与欺凌行为，但也不积极制止。这种状态往...\n",
       "17                       恐吓、威迫受害者做他或她不想要做的，威胁受害者跟随命令。\n",
       "18                                让受害者遭遇麻烦，或令受害者招致处分。\n",
       "19          中伤、讥讽、贬抑评论受害者的体貌、性取向、宗教、种族、收入水平、国籍、家人或其他。\n",
       "20                                        敲诈：强索金钱或物品。\n",
       "21                                      画侮辱画，写侮辱性的文字。\n",
       "22  一方给另一方起侮辱性的绰号是一种常见的校园欺凌行为。这种行为通常涉及对受害者的贬低和侮辱，如...\n",
       "23                  干涉受害者的个人财产、教科书、衣裳等，损坏，或通过他们嘲笑受害者。"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_excel(\"D:\\电脑浏然器下载位置/校园霸凌介绍.xlsx\")\n",
    "df_new = df.drop_duplicates()\n",
    "data_str=str(df_new['校园霸凌介绍'].values)\n",
    "data_jieba=jieba.lcut(data_str)\n",
    "data_jieba=jieba.lcut(data_str)\n",
    "with open(\"D:\\电脑浏然器下载位置/停用词表.txt\",\"r\",encoding=\"utf-8\") as f:\n",
    "    stop_words=f.read()\n",
    "new_data = []\n",
    "for word in data_jieba:\n",
    "    if word not in stop_words:\n",
    "        new_data.append(word)\n",
    "data_freq = FreqDist(new_data)\n",
    "data_pair = data_freq.most_common()\n",
    "inducation = (\n",
    "    WordCloud()\n",
    "    .add(series_name=\"\",data_pair=data_pair,shape=\"circle\")\n",
    ")\n",
    "inducation.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 24 entries, 0 to 23\n",
      "Data columns (total 1 columns):\n",
      " #   Column  Non-Null Count  Dtype \n",
      "---  ------  --------------  ----- \n",
      " 0   校园霸凌介绍  24 non-null     object\n",
      "dtypes: object(1)\n",
      "memory usage: 320.0+ bytes\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 24 entries, 0 to 23\n",
      "Data columns (total 1 columns):\n",
      " #   Column  Non-Null Count  Dtype \n",
      "---  ------  --------------  ----- \n",
      " 0   校园霸凌介绍  24 non-null     object\n",
      "dtypes: object(1)\n",
      "memory usage: 384.0+ bytes\n"
     ]
    }
   ],
   "source": [
    "df.info()\n",
    "df_new = df.drop_duplicates() #去重\n",
    "df_new.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_str=str(df_new['校园霸凌介绍'].values)\n",
    "data_str\n",
    "data_jieba=jieba.lcut(data_str)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['[',\n",
       " \"'\",\n",
       " '语言',\n",
       " '欺凌',\n",
       " '是',\n",
       " '一种',\n",
       " '通过',\n",
       " '言语',\n",
       " '手段',\n",
       " '侵犯',\n",
       " '他人',\n",
       " '人格尊严',\n",
       " '的',\n",
       " '行为',\n",
       " '。']"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_jieba=jieba.lcut(data_str)\n",
    "data_jieba[:15]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 去除停用词\n",
    "with open(\"D:\\电脑浏然器下载位置/停用词表.txt\",\"r\",encoding=\"utf-8\") as f:\n",
    "    stop_words=f.read()\n",
    "# stop_words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['语言', '欺凌', '言语', '手段', '侵犯', '人格尊严', '行为', '欺凌']"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_data = []\n",
    "for word in data_jieba:\n",
    "    if word not in stop_words:\n",
    "        new_data.append(word)\n",
    "new_data[:8]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "FreqDist({'欺凌': 59, '受害者': 43, '行为': 20, '伤害': 20, '方式': 14, '心理': 14, '校园': 14, '身体': 13, '社交': 13, '形式': 11, ...})"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 词频统计\n",
    "data_freq = FreqDist(new_data)\n",
    "data_freq"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('欺凌', 59),\n",
       " ('受害者', 43),\n",
       " ('行为', 20),\n",
       " ('伤害', 20),\n",
       " ('方式', 14),\n",
       " ('心理', 14),\n",
       " ('校园', 14),\n",
       " ('身体', 13)]"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_pair = data_freq.most_common()\n",
    "data_pair[:8]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [],
   "source": [
    "wc = (\n",
    "    WordCloud()\n",
    "    .add(series_name=\"\",data_pair=data_pair,shape=\"circle\")\n",
    ")\n",
    "wc.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min', 'echarts-wordcloud':'https://assets.pyecharts.org/assets/v5/echarts-wordcloud.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"0e10d397c59a4e808f63e6640bedbdde\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts', 'echarts-wordcloud'], function(echarts) {\n",
       "                var chart_0e10d397c59a4e808f63e6640bedbdde = echarts.init(\n",
       "                    document.getElementById('0e10d397c59a4e808f63e6640bedbdde'), 'white', {renderer: 'canvas'});\n",
       "                var option_0e10d397c59a4e808f63e6640bedbdde = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"#5470c6\",\n",
       "        \"#91cc75\",\n",
       "        \"#fac858\",\n",
       "        \"#ee6666\",\n",
       "        \"#73c0de\",\n",
       "        \"#3ba272\",\n",
       "        \"#fc8452\",\n",
       "        \"#9a60b4\",\n",
       "        \"#ea7ccc\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"wordCloud\",\n",
       "            \"shape\": \"circle\",\n",
       "            \"rotationRange\": [\n",
       "                -90,\n",
       "                90\n",
       "            ],\n",
       "            \"rotationStep\": 45,\n",
       "            \"girdSize\": 20,\n",
       "            \"sizeRange\": [\n",
       "                12,\n",
       "                60\n",
       "            ],\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"\\u6b3a\\u51cc\",\n",
       "                    \"value\": 59,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(36,21,141)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u53d7\\u5bb3\\u8005\",\n",
       "                    \"value\": 43,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(70,135,81)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
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       "                    \"value\": 20,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(123,128,3)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4f24\\u5bb3\",\n",
       "                    \"value\": 20,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(153,86,93)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u65b9\\u5f0f\",\n",
       "                    \"value\": 14,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(154,143,72)\"\n",
       "                    }\n",
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